---
title: "Slides: The Missing Layer After Launch - Raphael Kalandadze, Wandero AI"
category: "slides"
video_id: "kZsf_Sfm7RU"
sourceLabels: ["Public YouTube video frames", "Public YouTube metadata"]
---

# Slides: The Missing Layer After Launch - Raphael Kalandadze, Wandero AI

## Source Video
[The Missing Layer After Launch - Raphael Kalandadze, Wandero AI](https://www.youtube.com/watch?v=kZsf_Sfm7RU)

## Relationship To World's Fair 2026
These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.

## Related Scheduled Sessions
- No individual scheduled session mapping has been assigned yet; treat this as an event livestream deck.

## Extracted Slides
![[assets/slides/kZsf_Sfm7RU/slide-001.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-001.html)
- AI slide classifier: `title_card` confidence `0.98`
- Text source: agent_vision.

Slide text:

> The Missing Layer After Launch
> Everything important starts after you ship.

![[assets/slides/kZsf_Sfm7RU/slide-002.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-002.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: agent_vision.

Slide text:

> We shipped it in 3 weeks. 3 wks TO FIRST PRODUCT ~300K LINES ~$35K SPENT

![[assets/slides/kZsf_Sfm7RU/slide-003.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-003.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: agent_vision.

Slide text:

> Monitor it? Understand it? Improve it? Find the holes?

![[assets/slides/kZsf_Sfm7RU/slide-004.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-004.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: advanced OCR `rapidocr-live/bright-screen/opencv-adaptive`.
- OCR decision: ready — Small multi-column body text and quoted claims are better suited to OCR than manual transcription in this pass.

Slide text:

> 02: InviSible failure
> The failure hides itself.
> Claude marked features "complete" - without checking they actualty worked. the opposite. Agents reported success while the system state said
> *EFfeCtIvE HaANESSeS FOr lOng-RUnnInG AGentS.' AnthROpIC NortheaStern ReO-teaM
> Nothing crashes. Nothing turns red. Nothing knows.

![[assets/slides/kZsf_Sfm7RU/slide-005.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-005.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: agent_vision.

Slide text:

> One task.
> Hundreds of tools.
> It writes code, runs the terminal, calls other companies' services.
> Every tool is a new, quiet way to fail.

![[assets/slides/kZsf_Sfm7RU/slide-006.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-006.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: advanced OCR `rapidocr-live/bright-screen/opencv-adaptive`.
- OCR decision: ready — Diagram slide with many labeled boxes and arrows is OCR-suitable; only the short title is extracted directly here.

Slide text:

> The ciosed toop
> Production Sessions traces Loys: & Trajectary. code pa.th sis
> Next'fix pommoa revev.+ merye: ·Humon PR rever Pull cequest (lognontor)
> terate wtl reay
> The agents watch and draft. The human decides.

![[assets/slides/kZsf_Sfm7RU/slide-007.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-007.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: agent_vision.

Slide text:

> Four operating agents.
> 01 log-monitor — detect & fix fast (reactive)
> 02 PR-review — gate the fix (reactive)
> 03 session-analyzer — feel the health (reactive)
> 04 QA / computer-use — go test it (proactive • roadmap)

![[assets/slides/kZsf_Sfm7RU/slide-008.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-008.html)
- AI slide classifier: `content_slide` confidence `0.96`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — agent marked this slide as OCR-ready

Slide text:

> AGENT O1·LOG-MONITOR
> what t con read rnonitor agent
> sioy wenpod DETICT Rhte os yorebas
> hpet njecires codelase ASALYZE corerepo red cole Pull rervest
> Dntains redu) Troves DecrDe does thevserend stuet? deureton eilente meroa He labes
> FEX intemto penRe
> slackalert
> seventy

![[assets/slides/kZsf_Sfm7RU/slide-009.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-009.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — agent marked this slide as OCR-ready

Slide text:

> LOG-MONITOR-SLACK
> Ourbug~itopensaPR andtellsme
> Outside billing issue -just a heads-up, no PR
> LogMoanitorfotlow
> Ervronrreet Period 210206UC)
> PToviderblnghw-RfCURRt D.mot roohrd:LPxv402（ededmmm（redts'101:4sUTC
> utt rraf ar resolvedT a (an bta- thut n rrw contas tn Th /5orgsover48h
> Next strpvvoy Deturubsru 1uruouf pun top cp xtiusy
> It alerts only when it matters - and knows the difference.

![[assets/slides/kZsf_Sfm7RU/slide-010.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-010.html)
- AI slide classifier: `content_slide` confidence `0.95`
- Text source: advanced OCR `rapidocr-live/bright-screen/opencv-adaptive`.
- OCR decision: ready — agent marked this slide as OCR-ready

Slide text:

> PA-Aeview - the root.cause fix
> Verdict: ready - root cause, with a test that reproduces it.

![[assets/slides/kZsf_Sfm7RU/slide-011.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-011.html)
- AI slide classifier: `content_slide` confidence `0.94`
- Text source: advanced OCR `rapidocr-live/bright-screen/opencv-adaptive`.
- OCR decision: ready — agent marked this slide as OCR-ready

Slide text:

> AGent o3 · session-analyzer
> zer
> tess'on s.lc'! Sessions. malyse EvERY tert'on orcoe mb cost: ssucs Fcel the pulse
> Kest'os s-st?e 77 / 100 jealtr score
> tels'os x-la02 tic sane issue aorors say Ctons = Ose pattem
> Rrior hit ~95% on the model, then got to 99% by building this kind of loop over production.
> DPHER LOVEJOY: ANTERIOR

![[assets/slides/kZsf_Sfm7RU/slide-012.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-012.html)
- AI slide classifier: `content_slide` confidence `0.94`
- Text source: advanced OCR `rapidocr-live/bright-screen/opencv-adaptive`.
- OCR decision: ready — agent marked this slide as OCR-ready

Slide text:

> GB AGENT O3 · SESSION.ANALYIEA
> sesstor!
> settons · walyte eveRy sets'on mtcoeraty coit· 'ver fec tre plre
> rerre rutle 2·callepre sto ptters 77 / 100 kealth rare Tll, wcter·'cort trerd
> tcrton s-?a0x rerroin，orE ptcol
> Anterior hit -95% on the model, then got to 99% by building thls kind of loop over production.
> ChAISToPhER LOVEJOY - ANTeAIOA

![[assets/slides/kZsf_Sfm7RU/slide-013.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-013.html)
- AI slide classifier: `content_slide` confidence `0.97`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — Dense dashboard metrics, charts, and small table-like text are better OCRed than transcribed.

Slide text:

> SainnsAnibes 口 PoiringeScnp
> $216.67 7.7 84.5% 15.5% 0% 1
> BooreTand SaisensperDeyog.e Cost jerDey
> 30
> AmiyMs
> OegTng Atons
> noboopt Agetaerpnded erBecgPttis
> OrgariSMiOA TeEd Cod
> 67 ACostbAC N2.8r
> Norwng Tri Ch 18
> WrieVeey Fan
> Wlerr Jxeroen 3.8
> y

![[assets/slides/kZsf_Sfm7RU/slide-014.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-014.html)
- AI slide classifier: `content_slide` confidence `0.97`
- Text source: advanced OCR `rapidocr-live/bright-screen/contrast`.
- OCR decision: ready — Dense multi-panel dashboard content with tables, charts, and small labels is better OCRed.

Slide text:

> Seheygant lyons RT
> Crpanitao
> Orginiation TolaiCom
> 74 AivaCtC 7
> 24
> HepinguitorTrn
> Wia hgiiny
> QoigaeuteTund
> Celirs Shy Touns
> CppeAnan FDestiNMe 5.4 M 4.00 $5008 MsChu e Maint Cver Swtimes O
> rotgil Cueta Bocw
> Atooifen
> 3,320 8% 73

![[assets/slides/kZsf_Sfm7RU/slide-015.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-015.html)
- AI slide classifier: `content_slide` confidence `0.85`
- Text source: advanced OCR `rapidocr-live/right-72/contrast`.
- OCR decision: ready — The right-side session report and metadata are dense and small enough to benefit from OCR.

Slide text:

> 177m 2
> 59ve9 (12
> Session s-096
> OVKORG S00CXSS·5：/0
> Ceet 500
> Whatthecustocrer wanted
> What happnid
> Issuesfours
> MOMC2
> Tepls used

![[assets/slides/kZsf_Sfm7RU/slide-016.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-016.html)
- AI slide classifier: `title_card` confidence `0.99`
- Text source: agent_vision.

Slide text:

> Go looking for what's about to break.
> Roadmap / rebuilding — drives the live product like a user.
> A validator that drives the live app through computer use.

![[assets/slides/kZsf_Sfm7RU/slide-017.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-017.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: agent_vision.

Slide text:

> AGENT 04 • QA / COMPUTER-USE — LIVE
> It drives the real product like a user — and finds the bug before a customer does.

![[assets/slides/kZsf_Sfm7RU/slide-018.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-018.html)
- AI slide classifier: `content_slide` confidence `0.99`
- Text source: agent_vision.

Slide text:

> THE ENABLER
> Don't give them a keyhole. Give them the whole room.
> Give them all of it — or they're guessing.

![[assets/slides/kZsf_Sfm7RU/slide-019.jpg]]

- Recreated text/layout view: [open HTML recreation](/assets/slide-recreations/slides/kZsf_Sfm7RU/slide-019.html)
- AI slide classifier: `content_slide` confidence `0.98`
- Text source: agent_vision.

Slide text:

> THE BIGGER PATTERN
> The harness that watches itself is the moat.
> The model is the part you swap. The loop is the part you own.


Classification audit: `raw/sources/slide-ai-classification/slides/kZsf_Sfm7RU/audit.json`

## Slide-Derived Subjects To Review
Subject extraction uses video title, related session titles/descriptions, transcript context, and OCR text when available. OCR is best-effort and should be reviewed against the embedded slide images.